Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "239"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 239 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 69 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 67 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 239, Node N18:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459885 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.000528 4.609800 20.295315 37.202102 4.673985 40.195259 6.371259 11.227417 0.7058 0.6923 0.3693 nan nan
2459884 RF_ok 0.00% 0.00% 0.00% 0.00% - - -0.775454 1.837313 -0.222518 3.151152 0.260214 2.181143 0.223069 2.332906 0.6657 0.6606 0.3994 nan nan
2459883 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459882 RF_ok 100.00% 0.00% 0.00% 0.00% - - 2.184470 7.616637 17.451668 41.359892 0.954645 7.814587 5.821592 5.133526 0.6581 0.6569 0.3917 nan nan
2459881 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.797664 4.961214 21.015523 46.970220 3.980123 14.680262 6.326555 14.225037 0.7040 0.7169 0.3317 nan nan
2459880 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.936151 4.189993 18.044090 35.238096 4.009928 5.866378 1.322495 9.731173 0.6614 0.6657 0.3979 nan nan
2459879 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.717519 0.391405 -2.472924 0.147064 -0.769888 -1.819960 0.152314 9.648477 0.6480 0.6609 0.4097 nan nan
2459878 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.220516 3.850672 21.715574 41.179088 3.623632 6.725907 3.679966 19.898818 0.6525 0.6680 0.4038 nan nan
2459876 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.338449 7.013551 19.124711 36.323987 4.824842 30.339642 -0.230839 -5.512615 0.6771 0.6494 0.4001 nan nan
2459875 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.636495 5.290464 22.713409 45.025367 1.187179 11.362190 0.113932 3.814653 0.6808 0.6692 0.4043 nan nan
2459874 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.895393 8.581519 13.089100 23.937892 8.076522 17.240303 1.281068 -3.549427 0.6741 0.6481 0.3937 nan nan
2459873 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459872 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.684593 4.606071 18.336753 40.898064 18.465153 15.851079 7.829737 -2.638588 0.6659 0.6480 0.4077 nan nan
2459871 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.354098 3.956078 21.397567 42.323309 2.484458 14.276391 0.269229 -1.465578 0.6799 0.6503 0.4015 nan nan
2459870 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.053967 7.083992 13.705311 30.921672 0.317604 10.820928 6.101988 -3.427124 0.6858 0.6582 0.4001 nan nan
2459869 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.602513 8.189436 17.236249 33.381244 1.418352 15.800755 0.694478 0.109506 0.6942 0.6667 0.3988 nan nan
2459868 RF_ok 100.00% 0.00% 0.00% 0.00% - - 1.230458 6.738686 22.665147 2.044879 9.070761 4.578906 5.142431 29.531160 0.6757 0.5873 0.4309 nan nan
2459867 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.602545 4.204266 15.108559 -0.456851 -0.574623 2.902184 6.523793 21.523511 0.6849 0.6065 0.4257 nan nan
2459866 RF_ok 100.00% 0.00% 0.00% 0.00% - - 0.949703 4.495498 17.117600 1.458390 0.033750 3.917245 3.476552 12.384174 0.6845 0.6114 0.4168 nan nan
2459865 RF_ok 100.00% 0.00% 0.00% 0.00% - - 2.287324 6.438178 18.651456 -0.040061 1.726416 6.627002 7.282783 6.590429 0.6983 0.6210 0.3977 nan nan
2459864 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459863 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.637826 4.379128 0.298519 -0.778426 0.178776 0.585037 5.814089 13.413436 0.6800 0.5756 0.4375 nan nan
2459862 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.250394 4.279279 12.651553 -1.163401 1.030829 4.820936 2.917220 11.311416 0.6467 0.5928 0.4561 nan nan
2459861 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.974155 2.289793 -0.992548 -0.568097 -1.121314 -1.556656 5.497418 16.785419 0.6880 0.5893 0.4481 nan nan
2459860 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.539959 2.360226 9.618130 -0.908378 -0.246697 3.958766 5.522683 18.317471 0.6994 0.5973 0.4442 nan nan
2459859 RF_ok 100.00% 0.00% 0.00% 0.00% - - -0.980276 1.969493 -0.671839 -0.585676 0.436878 -0.657505 1.920591 12.493866 0.7067 0.6054 0.4385 nan nan
2459858 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.258947 1.733646 -1.323428 -0.855169 -0.264117 -2.074636 4.049462 19.760652 0.7145 0.6103 0.4520 3.208261 2.391485
2459857 RF_ok 100.00% 100.00% 100.00% 0.00% - - -0.647849 3.253743 1.518198 0.832726 0.797302 -0.034123 0.759517 6.299944 0.0309 0.0290 0.0014 nan nan
2459856 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.399370 4.580614 11.458536 -0.073242 2.706017 1.527093 -0.119387 18.632682 0.7074 0.6154 0.4410 2.976145 2.117089
2459855 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.065060 3.189259 10.098221 0.265903 0.583160 1.263693 6.029941 13.374335 0.6889 0.6486 0.4595 2.993768 2.242183
2459854 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.016114 3.925583 10.205227 1.266668 0.861558 0.638395 8.052025 18.208190 0.7027 0.6671 0.4678 3.237263 2.215658
2459853 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.269403 3.689128 11.710852 -0.405177 0.182677 2.844571 11.869176 26.674775 0.7333 0.6077 0.4643 3.459396 2.406802
2459852 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459851 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.000650 4.327780 11.567608 0.442721 0.449807 4.660875 4.823282 36.153010 0.7343 0.6892 0.3816 3.081907 2.258198
2459849 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.163488 3.284825 23.609012 1.732046 0.743245 2.044335 0.028457 29.232846 0.7333 0.6824 0.3869 4.011924 2.664707
2459848 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.610767 3.603866 17.543627 1.071907 3.379556 8.720231 0.174199 20.410200 0.7093 0.6765 0.4070 3.402722 2.307022
2459847 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.292205 3.690983 16.166634 1.874437 2.821825 4.041507 5.000867 15.904220 0.7178 0.6032 0.4662 7.443405 3.756785

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 239: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Variability 40.195259 4.609800 1.000528 37.202102 20.295315 40.195259 4.673985 11.227417 6.371259

Antenna 239: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 3.151152 1.837313 -0.775454 3.151152 -0.222518 2.181143 0.260214 2.332906 0.223069

Antenna 239: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 239: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 41.359892 7.616637 2.184470 41.359892 17.451668 7.814587 0.954645 5.133526 5.821592

Antenna 239: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 46.970220 4.961214 0.797664 46.970220 21.015523 14.680262 3.980123 14.225037 6.326555

Antenna 239: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 35.238096 4.189993 0.936151 35.238096 18.044090 5.866378 4.009928 9.731173 1.322495

Antenna 239: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 9.648477 0.391405 -0.717519 0.147064 -2.472924 -1.819960 -0.769888 9.648477 0.152314

Antenna 239: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 41.179088 3.850672 1.220516 41.179088 21.715574 6.725907 3.623632 19.898818 3.679966

Antenna 239: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 36.323987 1.338449 7.013551 19.124711 36.323987 4.824842 30.339642 -0.230839 -5.512615

Antenna 239: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 45.025367 0.636495 5.290464 22.713409 45.025367 1.187179 11.362190 0.113932 3.814653

Antenna 239: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 23.937892 1.895393 8.581519 13.089100 23.937892 8.076522 17.240303 1.281068 -3.549427

Antenna 239: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 239: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 40.898064 4.606071 0.684593 40.898064 18.336753 15.851079 18.465153 -2.638588 7.829737

Antenna 239: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 42.323309 3.956078 0.354098 42.323309 21.397567 14.276391 2.484458 -1.465578 0.269229

Antenna 239: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 30.921672 1.053967 7.083992 13.705311 30.921672 0.317604 10.820928 6.101988 -3.427124

Antenna 239: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Power 33.381244 1.602513 8.189436 17.236249 33.381244 1.418352 15.800755 0.694478 0.109506

Antenna 239: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 29.531160 1.230458 6.738686 22.665147 2.044879 9.070761 4.578906 5.142431 29.531160

Antenna 239: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 21.523511 0.602545 4.204266 15.108559 -0.456851 -0.574623 2.902184 6.523793 21.523511

Antenna 239: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok ee Power 17.117600 4.495498 0.949703 1.458390 17.117600 3.917245 0.033750 12.384174 3.476552

Antenna 239: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok ee Power 18.651456 2.287324 6.438178 18.651456 -0.040061 1.726416 6.627002 7.282783 6.590429

Antenna 239: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 239: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 13.413436 -0.637826 4.379128 0.298519 -0.778426 0.178776 0.585037 5.814089 13.413436

Antenna 239: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok ee Power 12.651553 -0.250394 4.279279 12.651553 -1.163401 1.030829 4.820936 2.917220 11.311416

Antenna 239: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 16.785419 2.289793 -0.974155 -0.568097 -0.992548 -1.556656 -1.121314 16.785419 5.497418

Antenna 239: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 18.317471 -0.539959 2.360226 9.618130 -0.908378 -0.246697 3.958766 5.522683 18.317471

Antenna 239: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 12.493866 -0.980276 1.969493 -0.671839 -0.585676 0.436878 -0.657505 1.920591 12.493866

Antenna 239: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 19.760652 1.733646 -1.258947 -0.855169 -1.323428 -2.074636 -0.264117 19.760652 4.049462

Antenna 239: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 6.299944 3.253743 -0.647849 0.832726 1.518198 -0.034123 0.797302 6.299944 0.759517

Antenna 239: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 18.632682 0.399370 4.580614 11.458536 -0.073242 2.706017 1.527093 -0.119387 18.632682

Antenna 239: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 13.374335 3.189259 0.065060 0.265903 10.098221 1.263693 0.583160 13.374335 6.029941

Antenna 239: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 18.208190 3.925583 0.016114 1.266668 10.205227 0.638395 0.861558 18.208190 8.052025

Antenna 239: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 26.674775 3.689128 -0.269403 -0.405177 11.710852 2.844571 0.182677 26.674775 11.869176

Antenna 239: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 239: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 239: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 36.153010 0.000650 4.327780 11.567608 0.442721 0.449807 4.660875 4.823282 36.153010

Antenna 239: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 29.232846 0.163488 3.284825 23.609012 1.732046 0.743245 2.044335 0.028457 29.232846

Antenna 239: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Temporal Discontinuties 20.410200 3.603866 0.610767 1.071907 17.543627 8.720231 3.379556 20.410200 0.174199

Antenna 239: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok ee Power 16.166634 3.690983 0.292205 1.874437 16.166634 4.041507 2.821825 15.904220 5.000867
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